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Ming-Hui Xu

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Preprint Aug 2026

OBLIVION: Workflow-Level Operational Skill Unlearning for Deployed Agents

OBLIVION, a controlled benchmark and defense harness for revoked-skill resurrection, and results support workflow-level evaluation beyond checking explicit skill entries support workflow-level evaluation beyond checking explicit skill entries.

Zhengyang Shan, Xuancheng Qian, Jiayu Xin et al. · 0 citations
Jul 2026

Mask2Shield: Strengthening LLM Safety against Neuron-Pruning Attacks

Mask2Shield (M2S), a masked-forward alignment method that trains a model under this functional pruning procedure, reduces successful recomputed pruning attacks from 80--279 to 1--44 out of 313 prompts while generally preserving four capability benchmarks.

Jincheng Ying, Ming-Hui Xu, Yinhao Xiao et al. · 0 citations

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